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12 changes: 6 additions & 6 deletions onnxoptimizer/passes/fuse_bn_into_conv.h
Original file line number Diff line number Diff line change
Expand Up @@ -52,24 +52,24 @@ struct FuseBNIntoConv final : public PredicateBasedPass {
const auto& conv_inputs = conv->inputs();

auto bn_scale = *FetchConstantTensor(bn_inputs[1]);
auto bn_bais = *FetchConstantTensor(bn_inputs[2]);
auto bn_bias = *FetchConstantTensor(bn_inputs[2]);
auto bn_mean = *FetchConstantTensor(bn_inputs[3]);
auto bn_var = *FetchConstantTensor(bn_inputs[4]);
auto conv_W = *FetchConstantTensor(conv_inputs[1]);
bn_scale.setName(graph.getNextUniqueName());
bn_bais.setName(graph.getNextUniqueName());
bn_bias.setName(graph.getNextUniqueName());
bn_mean.setName(graph.getNextUniqueName());
bn_var.setName(graph.getNextUniqueName());
conv_W.setName(graph.getNextUniqueName());

/// scale bais mean var must be the same shape (C)
ONNX_ASSERT(bn_scale.sizes() == bn_bais.sizes());
/// scale bias mean var must be the same shape (C)
ONNX_ASSERT(bn_scale.sizes() == bn_bias.sizes());
ONNX_ASSERT(bn_scale.sizes() == bn_mean.sizes());
ONNX_ASSERT(bn_scale.sizes() == bn_var.sizes());
ONNX_ASSERT(bn_scale.sizes().size() == 1);
int64_t C = bn_scale.sizes()[0];
ONNX_ASSERT(conv_W.sizes().size() > 2 && conv_W.sizes()[0] == C);
if (bn_scale.elem_type() != bn_bais.elem_type() ||
if (bn_scale.elem_type() != bn_bias.elem_type() ||
bn_scale.elem_type() != bn_mean.elem_type() ||
bn_scale.elem_type() != bn_var.elem_type() ||
bn_scale.elem_type() != conv_W.elem_type()) {
Expand Down Expand Up @@ -160,7 +160,7 @@ struct FuseBNIntoConv final : public PredicateBasedPass {
Node* bias_add = graph.create(kAdd, 1);
bias_add->insertAfter(mul);
bias_add->addInput(mul->output());
bias_add->addInput(graph.addInitializerAndCreateValue(bn_bais));
bias_add->addInput(graph.addInitializerAndCreateValue(bn_bias));

Value* old_w_value = conv_inputs[1];
conv->replaceInput(1, mul_w->output());
Expand Down
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